updates

.gitignore

@@ -0,0 +1,3 @@
+.env
+node_modules
+__pycache__

Dockerfile

@@ -0,0 +1,13 @@
+FROM python:3.11-slim
+
+WORKDIR /app
+
+COPY backend/requirements.txt .
+RUN pip install uv && uv pip install --system --no-cache -r requirements.txt
+
+COPY backend/ /app/backend/
+COPY models.py /app/models.py
+
+EXPOSE 8000
+
+CMD ["uvicorn", "backend.main:app", "--host", "0.0.0.0", "--port", "8000"]

backend/main.py

@@ -0,0 +1,78 @@
+import uuid
+from typing import Dict, Any, Optional
+
+from fastapi import FastAPI, HTTPException
+from fastapi.middleware.cors import CORSMiddleware
+from pydantic import BaseModel
+
+import sys
+import os
+sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from models import Action, Observation, generate_tasks, deterministic_grader, CLMEnvironment
+
+app = FastAPI(title="Cognitive Load Manager (CLM) Environment API")
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# In-memory session store
+sessions: Dict[str, CLMEnvironment] = {}
+
+class ResetRequest(BaseModel):
+    level: str = "easy"  # easy, medium, hard
+    session_id: Optional[str] = None
+
+class ResetResponse(BaseModel):
+    session_id: str
+    observation: Observation
+
+class StepRequest(BaseModel):
+    session_id: str
+    action: Action
+
+class StepResponse(BaseModel):
+    observation: Observation
+    reward: float
+    done: bool
+    info: Dict[str, Any]
+
+@app.post("/reset", response_model=ResetResponse)
+def reset_env(req: ResetRequest):
+    if req.level not in ["easy", "medium", "hard"]:
+        raise HTTPException(status_code=400, detail="Invalid level")
+        
+    tasks = generate_tasks(req.level)
+    env = CLMEnvironment(tasks=tasks, max_steps=50) # Max 50 steps
+    obs = env.reset()
+    
+    sess_id = req.session_id or str(uuid.uuid4())
+    sessions[sess_id] = env
+    
+    return ResetResponse(session_id=sess_id, observation=obs)
+
+@app.post("/step", response_model=StepResponse)
+def step_env(req: StepRequest):
+    if req.session_id not in sessions:
+        raise HTTPException(status_code=404, detail="Session not found")
+        
+    env = sessions[req.session_id]
+    obs, reward, done, info = env.step(req.action)
+    
+    if done:
+        score = deterministic_grader(env.state.tasks, env.state.time_step, env.state.energy)
+        info["final_score"] = score
+        
+    return StepResponse(observation=obs, reward=reward, done=done, info=info)
+
+@app.get("/state")
+def get_state(session_id: str):
+    if session_id not in sessions:
+        raise HTTPException(status_code=404, detail="Session not found")
+        
+    return sessions[session_id].state_dict()

backend/requirements.txt

@@ -0,0 +1,3 @@
+fastapi
+uvicorn
+pydantic

baseline/inference.py

@@ -0,0 +1,141 @@
+import os
+import requests
+import json
+from dotenv import load_dotenv
+
+load_dotenv()
+
+API_BASE_URL = os.getenv("API_BASE_URL", "http://localhost:8000")
+HF_ROUTER_URL = os.getenv(
+    "HF_ROUTER_URL", 
+    "https://api-inference.huggingface.co/models/meta-llama/Meta-Llama-3-70B-Instruct"
+)
+HF_TOKEN = os.getenv("HF_TOKEN")
+
+def call_hf_router(prompt: str) -> dict:
+    if not HF_TOKEN:
+        return None
+        
+    headers = {
+        "Authorization": f"Bearer {HF_TOKEN}",
+        "Content-Type": "application/json"
+    }
+    
+    payload = {
+        "inputs": prompt,
+        "parameters": {
+            "max_new_tokens": 150,
+            "temperature": 0.1,
+            "return_full_text": False
+        }
+    }
+    
+    try:
+        response = requests.post(HF_ROUTER_URL, headers=headers, json=payload)
+        if response.status_code == 200:
+            result = response.json()
+            if isinstance(result, list) and len(result) > 0:
+                text = result[0].get("generated_text", "")
+                
+                # Extract JSON block
+                start_idx = text.find("{")
+                end_idx = text.rfind("}")
+                if start_idx != -1 and end_idx != -1:
+                    json_str = text[start_idx:end_idx+1]
+                    return json.loads(json_str)
+        return None
+    except Exception as e:
+        print(f"Error calling HF Router: {e}")
+        return None
+
+def run_level(level: str):
+    print(f"\n{'='*40}")
+    print(f"--- Running Level: {level.upper()} ---")
+    print(f"{'='*40}")
+    
+    # 1. Reset Environment
+    res = requests.post(f"{API_BASE_URL}/reset", json={"level": level})
+    if res.status_code != 200:
+        print(f"Failed to reset: {res.text}")
+        return
+        
+    data = res.json()
+    session_id = data["session_id"]
+    observation = data["observation"]
+    
+    done = False
+    step = 0
+    total_reward = 0.0
+    info = {}
+    
+    while not done:
+        step += 1
+        print(f"\nStep {step}")
+        
+        # 2. Call LLM for next action
+        prompt = f"""<|begin_of_text|><|start_header_id|>system<|end_header_id|>
+You are an AI agent managing tasks with deadlines under cognitive load.
+Your goals: Complete all tasks efficiently, avoiding burnout and minimizing stress.
+Respond ONLY with a valid JSON object representing your chosen action, with no extra text surrounding it.
+<|eot_id|><|start_header_id|>user<|end_header_id|>
+Current Observation:
+{json.dumps(observation, indent=2)}
+
+Available Actions:
+- {{"type": "work", "task_id": "<id>"}} - work on a specific task
+- {{"type": "break"}} - increases energy, decreases stress
+- {{"type": "switch", "task_id": "<id>"}} - switch focus without working
+- {{"type": "delay"}} - delays actions slightly reducing stress
+<|eot_id|><|start_header_id|>assistant<|end_header_id|>"""
+
+        action = call_hf_router(prompt)
+
+        # Fallback heuristic logic if HF router fails or no token
+        if not action:
+            tasks = observation.get("tasks", [])
+            incomp = [t for t in tasks if t.get("progress", 0.0) < 1.0]
+            if observation.get("visible_state", {}).get("fatigue_level") == "high":
+                action = {"type": "break"}
+            elif incomp:
+                action = {"type": "work", "task_id": incomp[0]["id"]}
+            else:
+                action = {"type": "delay"}
+            
+        print(f"Agent Action: {action}")
+        
+        # 3. Step Environment
+        res = requests.post(f"{API_BASE_URL}/step", json={
+            "session_id": session_id,
+            "action": action
+        })
+        
+        if res.status_code != 200:
+            print(f"Failed to step: {res.text}")
+            break
+            
+        step_data = res.json()
+        observation = step_data["observation"]
+        reward = step_data["reward"]
+        done = step_data["done"]
+        info = step_data["info"]
+        
+        total_reward += reward
+        print(f"Reward: {reward:.2f}")
+
+    print("\n--- Episode Finished ---")
+    print(f"Total Reward: {total_reward:.2f}")
+    if "final_score" in info:
+        print(f"Final Score (Grader): {info['final_score']:.2f}")
+        
+    # Get final state
+    state_res = requests.get(f"{API_BASE_URL}/state", params={"session_id": session_id})
+    if state_res.status_code == 200:
+        st = state_res.json()
+        print(f"Final Energy: {st.get('energy', 0):.2f}, Final Stress: {st.get('stress', 0):.2f}")
+
+if __name__ == "__main__":
+    if not HF_TOKEN:
+         print("Warning: HF_TOKEN not set. Using fallback heuristic agent.")
+         
+    for level in ["easy", "medium", "hard"]:
+        run_level(level)

baseline/requirements.txt

@@ -0,0 +1,3 @@
+openai
+python-dotenv
+requests

frontend/index.html

@@ -0,0 +1,12 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>CLM Dashboard</title>
+  </head>
+  <body class="bg-slate-900 text-slate-100 font-sans">
+    <div id="root"></div>
+    <script type="module" src="/src/main.jsx"></script>
+  </body>
+</html>

frontend/package-lock.json

@@ -0,0 +1,2448 @@
+{
+  "name": "clm-frontend",
+  "version": "0.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "clm-frontend",
+      "version": "0.0.0",
+      "dependencies": {
+        "lucide-react": "^1.7.0",
+        "react": "^18.2.0",
+        "react-dom": "^18.2.0"
+      },
+      "devDependencies": {
+        "@vitejs/plugin-react": "^4.2.1",
+        "autoprefixer": "^10.4.16",
+        "postcss": "^8.4.31",
+        "tailwindcss": "^3.3.5",
+        "vite": "^5.0.0"
+      }
+    },
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+      "dev": true,
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+      },
+      "funding": {
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+        "sugarss": {
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+      "dev": true
+    }
+  }
+}

frontend/package.json

@@ -0,0 +1,23 @@
+{
+  "name": "clm-frontend",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "vite build",
+    "preview": "vite preview"
+  },
+  "dependencies": {
+    "lucide-react": "^1.7.0",
+    "react": "^18.2.0",
+    "react-dom": "^18.2.0"
+  },
+  "devDependencies": {
+    "@vitejs/plugin-react": "^4.2.1",
+    "autoprefixer": "^10.4.16",
+    "postcss": "^8.4.31",
+    "tailwindcss": "^3.3.5",
+    "vite": "^5.0.0"
+  }
+}

frontend/postcss.config.js

@@ -0,0 +1,6 @@
+export default {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+}

frontend/src/App.jsx

@@ -0,0 +1,20 @@
+import React from 'react'
+import Dashboard from './components/Dashboard'
+
+function App() {
+  return (
+    <div className="min-h-screen bg-slate-900 text-slate-100 selection:bg-indigo-500/30">
+      <header className="border-b border-slate-800 bg-slate-900/50 backdrop-blur top-0 sticky z-10 px-6 py-4 flex items-center justify-between">
+        <h1 className="text-xl font-bold bg-gradient-to-r from-indigo-400 to-cyan-400 bg-clip-text text-transparent">
+          Cognitive Load Manager
+        </h1>
+        <div className="text-sm text-slate-400">OpenEnv Compliant Environment Dashboard</div>
+      </header>
+      <main className="p-6 max-w-7xl mx-auto">
+        <Dashboard />
+      </main>
+    </div>
+  )
+}
+
+export default App

frontend/src/components/Dashboard.jsx

@@ -0,0 +1,234 @@
+import React, { useState, useEffect, useRef } from 'react';
+import { RefreshCw, Briefcase, Coffee, Clock } from 'lucide-react';
+
+const API_BASE = 'http://localhost:8000';
+
+export default function Dashboard() {
+  const [level, setLevel] = useState('medium');
+  const [sessionId, setSessionId] = useState(null);
+  const [obs, setObs] = useState(null);
+  const [stateData, setStateData] = useState(null);
+  const [logs, setLogs] = useState([]);
+  const [loading, setLoading] = useState(false);
+  const [error, setError] = useState(null);
+  const scrollRef = useRef(null);
+
+  const fetchState = async (sid) => {
+    try {
+      const res = await fetch(`${API_BASE}/state?session_id=${sid}`);
+      if (res.ok) {
+        const data = await res.json();
+        setStateData(data);
+      }
+    } catch(e) { console.error("State fetch error", e); }
+  };
+
+  const handleReset = async () => {
+    setLoading(true);
+    setError(null);
+    try {
+      const res = await fetch(`${API_BASE}/reset`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ level })
+      });
+      const data = await res.json();
+      setSessionId(data.session_id);
+      setObs(data.observation);
+      setLogs([{ type: 'system', msg: `Environment reset: ${level} level` }]);
+      await fetchState(data.session_id);
+    } catch (err) {
+      setError(err.message || "Failed to connect to backend");
+    } finally {
+      setLoading(false);
+    }
+  };
+
+  const handleAction = async (actionType, taskId = null) => {
+    if (!sessionId) return;
+    setLoading(true);
+    
+    const action = { type: actionType };
+    if (taskId) action.task_id = taskId;
+
+    try {
+      const res = await fetch(`${API_BASE}/step`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ session_id: sessionId, action })
+      });
+      const data = await res.json();
+      setObs(data.observation);
+      
+      let logMsg = `Action: ${actionType}${taskId ? ' ('+taskId+')' : ''} | Reward: ${data.reward.toFixed(2)}`;
+      if (data.done) {
+        logMsg += ` | DONE. Final Score: ${data.info?.final_score?.toFixed(2) || 'N/A'}`;
+      }
+      
+      setLogs(prev => [...prev, { type: 'action', msg: logMsg, reward: data.reward }]);
+      await fetchState(sessionId);
+      
+      setTimeout(() => {
+        if(scrollRef.current) scrollRef.current.scrollTop = scrollRef.current.scrollHeight;
+      }, 50);
+      
+    } catch (err) {
+      setError(err.message);
+    } finally {
+      setLoading(false);
+    }
+  };
+
+  useEffect(() => {
+    handleReset();
+  }, [level]);
+
+  return (
+    <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
+      <div className="lg:col-span-2 space-y-6">
+        <div className="bg-slate-800 p-4 rounded-xl border border-slate-700 flex items-center gap-4">
+          <select 
+            value={level} 
+            onChange={e => setLevel(e.target.value)}
+            className="bg-slate-900 border border-slate-700 rounded-lg px-3 py-2 text-sm focus:ring-2 focus:ring-indigo-500 outline-none"
+          >
+            <option value="easy">Easy</option>
+            <option value="medium">Medium</option>
+            <option value="hard">Hard</option>
+          </select>
+          <button 
+            onClick={handleReset} 
+            disabled={loading}
+            className="flex items-center gap-2 bg-slate-700 hover:bg-slate-600 transition-colors px-4 py-2 rounded-lg text-sm font-medium"
+          >
+            <RefreshCw size={16} className={loading ? "animate-spin" : ""} /> Reset Env
+          </button>
+          <div className="ml-auto text-sm text-slate-400">
+             Time Step: <span className="font-mono text-white bg-slate-900 px-2 py-1 rounded">{obs?.time_step || 0}</span>
+          </div>
+          {error && <span className="text-red-400 text-sm ml-4">{error}</span>}
+        </div>
+
+        <div className="grid grid-cols-2 gap-4">
+          <div className="bg-slate-800 p-5 rounded-xl border border-slate-700 hover:border-slate-600 transition-colors">
+            <div className="flex justify-between items-center mb-2">
+              <span className="text-slate-400 text-sm">Energy</span>
+              <span className="font-bold">{stateData ? (stateData.energy * 100).toFixed(0) : 0}%</span>
+            </div>
+            <div className="w-full bg-slate-900 rounded-full h-3">
+              <div 
+                className={`h-3 rounded-full transition-all duration-500 ease-out ${stateData?.energy > 0.5 ? 'bg-emerald-500' : stateData?.energy > 0.2 ? 'bg-amber-500' : 'bg-red-500'}`} 
+                style={{ width: `${stateData ? stateData.energy * 100 : 0}%` }}
+              ></div>
+            </div>
+            <div className="mt-3 text-xs text-slate-500 text-right">
+              Obs: <span className="text-slate-300 capitalize">{obs?.visible_state?.fatigue_level || 'N/A'}</span>
+            </div>
+          </div>
+          
+          <div className="bg-slate-800 p-5 rounded-xl border border-slate-700 hover:border-slate-600 transition-colors">
+            <div className="flex justify-between items-center mb-2">
+              <span className="text-slate-400 text-sm">Stress</span>
+              <span className="font-bold">{stateData ? (stateData.stress * 100).toFixed(0) : 0}%</span>
+            </div>
+            <div className="w-full bg-slate-900 rounded-full h-3">
+              <div 
+                className={`h-3 rounded-full transition-all duration-500 ease-out ${stateData?.stress > 0.7 ? 'bg-red-500 w-full animate-pulse' : stateData?.stress > 0.4 ? 'bg-amber-500' : 'bg-emerald-500'}`} 
+                style={{ width: `${stateData ? stateData.stress * 100 : 0}%` }}
+              ></div>
+            </div>
+            <div className="mt-3 text-xs text-slate-500 text-right">
+              Warning: {obs?.visible_state?.stress_warning ? <span className="text-red-400 font-bold">YES</span> : <span className="text-emerald-400">NO</span>}
+            </div>
+          </div>
+        </div>
+
+        <div className="bg-slate-800 p-5 rounded-xl border border-slate-700">
+          <h3 className="text-slate-400 text-sm mb-4">Environment Actions</h3>
+          <div className="flex gap-4">
+             <button disabled={loading} onClick={() => handleAction('break')} className="flex-1 flex flex-col items-center justify-center p-4 rounded-xl bg-indigo-500/10 hover:bg-indigo-500/20 border border-indigo-500/30 text-indigo-400 transition-all hover:scale-105 active:scale-95">
+               <Coffee size={24} className="mb-2" />
+               <span className="text-sm font-medium">Take Break</span>
+             </button>
+             <button disabled={loading} onClick={() => handleAction('delay')} className="flex-1 flex flex-col items-center justify-center p-4 rounded-xl bg-emerald-500/10 hover:bg-emerald-500/20 border border-emerald-500/30 text-emerald-400 transition-all hover:scale-105 active:scale-95">
+               <Clock size={24} className="mb-2" />
+               <span className="text-sm font-medium">Delay / Idle</span>
+             </button>
+          </div>
+        </div>
+
+        <div className="space-y-4">
+          <h2 className="text-lg font-bold flex items-center gap-2 px-1">
+            <Briefcase size={20} className="text-indigo-400" /> Active Tasks
+          </h2>
+          <div className="space-y-3">
+            {obs?.tasks?.map(t => {
+              const isCurrent = stateData?.current_task_id === t.id;
+              const isDone = t.progress >= 1.0;
+              const isLate = !isDone && t.deadline && obs.time_step > t.deadline;
+              const isUrgent = !isDone && t.deadline && (t.deadline - obs.time_step <= 3) && (t.deadline - obs.time_step >= 0);
+
+              return (
+                <div key={t.id} className={`p-4 rounded-xl border transition-all ${isCurrent && !isDone ? 'bg-indigo-900/40 border-indigo-500/50 shadow-[0_0_15px_rgba(99,102,241,0.15)]' : 'bg-slate-800 border-slate-700 hover:border-slate-500'} ${isDone ? 'opacity-50' : ''}`}>
+                  <div className="flex justify-between items-start mb-3">
+                    <div>
+                      <h4 className="font-semibold flex items-center gap-2">
+                         {t.id} 
+                         {isDone && <span className="text-xs bg-emerald-500/20 text-emerald-400 px-2 py-0.5 rounded-full">Done</span>}
+                         {isLate && <span className="text-xs bg-red-500/20 text-red-400 px-2 py-0.5 rounded-full">Late</span>}
+                         {isUrgent && <span className="text-xs bg-amber-500/20 text-amber-400 px-2 py-0.5 rounded-full">Urgent</span>}
+                      </h4>
+                      <div className="text-xs text-slate-400 mt-1 flex gap-3">
+                        <span>Diff: <span className="capitalize text-slate-300">{t.difficulty}</span></span>
+                        {t.deadline && <span>Deadline: <span className="font-mono text-slate-300">{t.deadline}</span></span>}
+                      </div>
+                    </div>
+                    <div className="flex gap-2">
+                      <button 
+                        onClick={() => handleAction('work', t.id)}
+                        disabled={loading || isDone}
+                        className="px-4 py-1.5 bg-indigo-600 hover:bg-indigo-500 disabled:opacity-50 disabled:hover:bg-indigo-600 rounded text-sm font-medium transition-colors shadow-sm"
+                      >
+                        Work
+                      </button>
+                      {!isCurrent && (
+                        <button 
+                          onClick={() => handleAction('switch', t.id)}
+                          disabled={loading || isDone}
+                          className="px-4 py-1.5 bg-slate-700 hover:bg-slate-600 disabled:opacity-50 disabled:hover:bg-slate-700 rounded text-sm font-medium transition-colors shadow-sm"
+                        >
+                          Switch
+                        </button>
+                      )}
+                    </div>
+                  </div>
+                  <div className="w-full bg-slate-900 mb-1 rounded-full h-2 overflow-hidden shadow-inner">
+                    <div 
+                      className={`h-2 rounded-full transition-all duration-300 ease-out ${isDone ? 'bg-emerald-500' : 'bg-indigo-500'}`} 
+                      style={{ width: `${Math.min(100, t.progress * 100)}%` }}
+                    ></div>
+                  </div>
+                </div>
+              );
+            })}
+          </div>
+        </div>
+      </div>
+
+      <div className="bg-slate-800 rounded-xl border border-slate-700 flex flex-col h-[calc(100vh-6rem)] sticky top-6 shadow-xl">
+        <div className="p-4 border-b border-slate-700 bg-slate-900/50 rounded-t-xl">
+          <h3 className="font-bold text-slate-200">Activity Log</h3>
+        </div>
+        <div className="p-4 overflow-y-auto flex-1 space-y-3 font-mono text-xs" ref={scrollRef}>
+          {logs.length === 0 && <div className="text-slate-500 text-center mt-10">No activity yet.</div>}
+          {logs.map((log, i) => (
+            <div key={i} className={`p-2.5 rounded border ${log.type === 'system' ? 'text-slate-400 border-slate-700/50 bg-slate-800/50' : log.reward > 0 ? 'text-emerald-400 bg-emerald-500/10 border-emerald-500/20' : log.reward < 0 ? 'text-red-400 bg-red-500/10 border-red-500/20' : 'text-slate-300 border-slate-700 bg-slate-800/80'}`}>
+              <span className="opacity-40 mr-2">[{i.toString().padStart(3, '0')}]</span>
+              {log.msg}
+            </div>
+          ))}
+        </div>
+      </div>
+    </div>
+  );
+}

frontend/src/index.css

@@ -0,0 +1,12 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+body {
+  margin: 0;
+  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Oxygen',
+    'Ubuntu', 'Cantarell', 'Fira Sans', 'Droid Sans', 'Helvetica Neue',
+    sans-serif;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}

frontend/src/main.jsx

@@ -0,0 +1,10 @@
+import React from 'react'
+import ReactDOM from 'react-dom/client'
+import App from './App.jsx'
+import './index.css'
+
+ReactDOM.createRoot(document.getElementById('root')).render(
+  <React.StrictMode>
+    <App />
+  </React.StrictMode>,
+)

frontend/tailwind.config.js

@@ -0,0 +1,11 @@
+/** @type {import('tailwindcss').Config} */
+export default {
+  content: [
+    "./index.html",
+    "./src/**/*.{js,ts,jsx,tsx}",
+  ],
+  theme: {
+    extend: {},
+  },
+  plugins: [],
+}

frontend/vite.config.js

@@ -0,0 +1,6 @@
+import { defineConfig } from 'vite'
+import react from '@vitejs/plugin-react'
+
+export default defineConfig({
+  plugins: [react()],
+})

models.py

@@ -0,0 +1,193 @@
+from pydantic import BaseModel
+from typing import List, Optional, Literal, Tuple, Dict, Any
+
+# ==========================================
+# OPENENV SCHEMAS
+# ==========================================
+class Task(BaseModel):
+    id: str
+    difficulty: str
+    progress: float = 0.0
+    deadline: Optional[int] = None
+
+class VisibleState(BaseModel):
+    fatigue_level: str
+    stress_warning: bool
+
+class Observation(BaseModel):
+    tasks: List[Task]
+    visible_state: VisibleState
+    time_step: int
+
+class Action(BaseModel):
+    type: Literal["work", "break", "switch", "delay"]
+    task_id: Optional[str] = None
+
+class EnvState(BaseModel):
+    energy: float = 1.0
+    stress: float = 0.0
+    fatigue: float = 0.0
+    time_step: int = 0
+    current_task_id: Optional[str] = None
+    tasks: List[Task] = []
+
+
+# ==========================================
+# ENV HELPER METHODS
+# ==========================================
+def generate_tasks(level: str) -> list[Task]:
+    if level == "easy":
+        return [
+            Task(id="easy-1", difficulty="easy", progress=0.0, deadline=None),
+            Task(id="easy-2", difficulty="easy", progress=0.0, deadline=None)
+        ]
+    elif level == "medium":
+        return [
+            Task(id="med-1", difficulty="medium", progress=0.0, deadline=15),
+            Task(id="med-2", difficulty="medium", progress=0.0, deadline=20),
+            Task(id="med-3", difficulty="medium", progress=0.0, deadline=25),
+            Task(id="med-4", difficulty="medium", progress=0.0, deadline=30),
+            Task(id="med-5", difficulty="medium", progress=0.0, deadline=35)
+        ]
+    elif level == "hard":
+        return [
+            Task(id="hard-1", difficulty="hard", progress=0.0, deadline=10),
+            Task(id="hard-2", difficulty="hard", progress=0.0, deadline=12),
+            Task(id="hard-3", difficulty="hard", progress=0.0, deadline=15),
+            Task(id="hard-4", difficulty="hard", progress=0.0, deadline=18),
+            Task(id="hard-5", difficulty="hard", progress=0.0, deadline=22),
+            Task(id="hard-6", difficulty="hard", progress=0.0, deadline=25),
+            Task(id="hard-7", difficulty="hard", progress=0.0, deadline=28),
+            Task(id="hard-8", difficulty="hard", progress=0.0, deadline=35)
+        ]
+    return []
+
+def deterministic_grader(tasks: list[Task], time_step: int, final_energy: float) -> float:
+    """
+    A deterministic grader returning 0.0-1.0 based on:
+    - completion rate
+    - deadline adherence 
+    - energy efficiency
+    """
+    if not tasks:
+        return 0.0
+        
+    completion_rate = sum(t.progress for t in tasks) / len(tasks)
+    
+    # penalty for missed deadlines
+    missed_deadlines = 0
+    for t in tasks:
+        if t.deadline and time_step > t.deadline and t.progress < 1.0:
+            missed_deadlines += 1
+            
+    deadline_penalty = min(0.3, missed_deadlines * 0.1)
+    
+    # energy efficiency
+    energy_score = max(0.0, (final_energy - 0.1) * 0.2)
+    
+    score = completion_rate * 0.8 - deadline_penalty + energy_score
+    return max(0.0, min(1.0, score))
+
+
+# ==========================================
+# OPENENV ENVIRONMENT IMPLEMENTATION
+# ==========================================
+class CLMEnvironment:
+    def __init__(self, tasks: list[Task], max_steps: int = 50):
+        self.max_steps = max_steps
+        self.initial_tasks = tasks
+        self.state = EnvState(tasks=[t.model_copy() for t in tasks])
+
+    def reset(self) -> Observation:
+        self.state = EnvState(tasks=[t.model_copy() for t in self.initial_tasks])
+        return self._get_observation()
+
+    def _get_observation(self) -> Observation:
+        fatigue_level = "low"
+        if self.state.energy < 0.3:
+            fatigue_level = "high"
+        elif self.state.energy < 0.6:
+            fatigue_level = "medium"
+
+        stress_warning = self.state.stress > 0.7
+
+        visible_state = VisibleState(
+            fatigue_level=fatigue_level,
+            stress_warning=stress_warning
+        )
+
+        return Observation(
+            tasks=self.state.tasks,
+            visible_state=visible_state,
+            time_step=self.state.time_step
+        )
+        
+    def step(self, action: Action) -> Tuple[Observation, float, bool, dict]:
+        reward = 0.0
+        
+        # Process Action
+        if action.type == "work":
+            self.state.energy = max(0.0, self.state.energy - 0.15)  # Working reduces energy
+            
+            if action.task_id:
+                if self.state.current_task_id and self.state.current_task_id != action.task_id:
+                    reward -= 0.1  # Unnecessary switching penalty
+                self.state.current_task_id = action.task_id
+                
+            task = next((t for t in self.state.tasks if t.id == self.state.current_task_id), None)
+            
+            if task and task.progress < 1.0:
+                # low energy -> reduced efficiency
+                efficiency = self.state.energy if self.state.energy < 0.3 else 1.0
+                progress_made = 0.25 * efficiency * (1.0 - self.state.stress)
+                task.progress = min(1.0, task.progress + progress_made)
+                reward += 0.1  # Progress made
+                
+        elif action.type == "break":
+            self.state.energy = min(1.0, self.state.energy + 0.2)
+            self.state.stress = max(0.0, self.state.stress - 0.15)
+            
+        elif action.type == "switch":
+            if action.task_id:
+                self.state.current_task_id = action.task_id
+                reward -= 0.1
+                
+        elif action.type == "delay":
+            self.state.stress = max(0.0, self.state.stress - 0.05)
+            
+        self.state.time_step += 1
+        
+        # Stress mechanics
+        pending_tasks = [t for t in self.state.tasks if t.progress < 1.0]
+        for t in pending_tasks:
+            if t.deadline:
+                time_to_deadline = t.deadline - self.state.time_step
+                if 0 <= time_to_deadline <= 3:
+                    self.state.stress = min(1.0, self.state.stress + 0.1)  # stress increases as deadlines approach
+                elif time_to_deadline < 0:
+                    self.state.stress = min(1.0, self.state.stress + 0.2)
+                    
+        # State transitions
+        all_completed = all(t.progress >= 1.0 for t in self.state.tasks)
+        burnout = self.state.energy < 0.1
+        timeout = self.state.time_step >= self.max_steps
+        
+        done = all_completed or burnout or timeout
+        
+        if self.state.stress > 0.8:
+            reward -= 0.1  # high stress penalty
+            
+        if done:
+            if burnout:
+                reward -= 1.0
+            elif all_completed:
+                late = any(t.deadline and self.state.time_step > t.deadline for t in self.state.tasks)
+                if late:
+                    reward += 0.5
+                else:
+                    reward += 1.0
+                    
+        return self._get_observation(), reward, done, self.state.model_dump()
+        
+    def state_dict(self) -> dict:
+        return self.state.model_dump()

openenv.yaml

@@ -0,0 +1,36 @@
+name: clm-env
+description: Cognitive Load Manager (CLM) simulates human cognitive load (energy, stress, fatigue) while managing tasks with deadlines.
+version: "1.0.0"
+schema:
+  observation:
+    type: object
+    properties:
+      tasks:
+        type: array
+        items:
+          type: object
+          properties:
+            id: { type: string }
+            difficulty: { type: string }
+            progress: { type: number }
+            deadline: { type: number, nullable: true }
+      visible_state:
+        type: object
+        properties:
+          fatigue_level: { type: string }
+          stress_warning: { type: boolean }
+      time_step: { type: integer }
+  action:
+    type: object
+    properties:
+      type: { type: string, enum: ["work", "break", "switch", "delay"] }
+      task_id: { type: string, nullable: true }
+  reward:
+    type: number
+tasks:
+  - id: easy
+    description: "2 tasks, no interruptions"
+  - id: medium
+    description: "5 tasks, deadlines"
+  - id: hard
+    description: "8 tasks, interruptions, hidden fatigue"

package-lock.json

@@ -0,0 +1,252 @@
+{
+  "name": "clm-env",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
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+        "postcss": "^8.5.8",
+        "tailwindcss": "^4.2.2"
+      }
+    },
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+      "resolved": "https://registry.npmjs.org/autoprefixer/-/autoprefixer-10.4.27.tgz",
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+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/postcss/"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/autoprefixer"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "dependencies": {
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+        "caniuse-lite": "^1.0.30001774",
+        "fraction.js": "^5.3.4",
+        "picocolors": "^1.1.1",
+        "postcss-value-parser": "^4.2.0"
+      },
+      "bin": {
+        "autoprefixer": "bin/autoprefixer"
+      },
+      "engines": {
+        "node": "^10 || ^12 || >=14"
+      },
+      "peerDependencies": {
+        "postcss": "^8.1.0"
+      }
+    },
+    "node_modules/baseline-browser-mapping": {
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+      "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.10.12.tgz",
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+      "dev": true,
+      "bin": {
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+      },
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+      "dev": true,
+      "funding": [
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+          "url": "https://opencollective.com/browserslist"
+        },
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+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
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+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "dependencies": {
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+        "caniuse-lite": "^1.0.30001759",
+        "electron-to-chromium": "^1.5.263",
+        "node-releases": "^2.0.27",
+        "update-browserslist-db": "^1.2.0"
+      },
+      "bin": {
+        "browserslist": "cli.js"
+      },
+      "engines": {
+        "node": "^6 || ^7 || ^8 || ^9 || ^10 || ^11 || ^12 || >=13.7"
+      }
+    },
+    "node_modules/caniuse-lite": {
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+      "dev": true,
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+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
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+          "url": "https://tidelift.com/funding/github/npm/caniuse-lite"
+        },
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+      "dev": true
+    },
+    "node_modules/escalade": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.2.0.tgz",
+      "integrity": "sha512-WUj2qlxaQtO4g6Pq5c29GTcWGDyd8itL8zTlipgECz3JesAiiOKotd8JU6otB3PACgG6xkJUyVhboMS+bje/jA==",
+      "dev": true,
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/fraction.js": {
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+      "dev": true,
+      "engines": {
+        "node": "*"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/rawify"
+      }
+    },
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+      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz",
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+      "dev": true,
+      "funding": [
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+        }
+      ],
+      "bin": {
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+      },
+      "engines": {
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+      }
+    },
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+      "dev": true
+    },
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+      "dev": true
+    },
+    "node_modules/postcss": {
+      "version": "8.5.8",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.8.tgz",
+      "integrity": "sha512-OW/rX8O/jXnm82Ey1k44pObPtdblfiuWnrd8X7GJ7emImCOstunGbXUpp7HdBrFQX6rJzn3sPT397Wp5aCwCHg==",
+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/postcss/"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/postcss"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "dependencies": {
+        "nanoid": "^3.3.11",
+        "picocolors": "^1.1.1",
+        "source-map-js": "^1.2.1"
+      },
+      "engines": {
+        "node": "^10 || ^12 || >=14"
+      }
+    },
+    "node_modules/postcss-value-parser": {
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+    },
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+      "dev": true,
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/tailwindcss": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.2.tgz",
+      "integrity": "sha512-KWBIxs1Xb6NoLdMVqhbhgwZf2PGBpPEiwOqgI4pFIYbNTfBXiKYyWoTsXgBQ9WFg/OlhnvHaY+AEpW7wSmFo2Q==",
+      "dev": true
+    },
+    "node_modules/update-browserslist-db": {
+      "version": "1.2.3",
+      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz",
+      "integrity": "sha512-Js0m9cx+qOgDxo0eMiFGEueWztz+d4+M3rGlmKPT+T4IS/jP4ylw3Nwpu6cpTTP8R1MAC1kF4VbdLt3ARf209w==",
+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "dependencies": {
+        "escalade": "^3.2.0",
+        "picocolors": "^1.1.1"
+      },
+      "bin": {
+        "update-browserslist-db": "cli.js"
+      },
+      "peerDependencies": {
+        "browserslist": ">= 4.21.0"
+      }
+    }
+  }
+}

package.json

@@ -0,0 +1,7 @@
+{
+  "devDependencies": {
+    "autoprefixer": "^10.4.27",
+    "postcss": "^8.5.8",
+    "tailwindcss": "^4.2.2"
+  }
+}